Nick Research

Nick Research

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✨ Researcher | Delivering Actionable Insights 🔮 Options data wizard 🔭 📩 DM me: https://t.co/mjFbWtLscD

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➥ @OpenledgerHQ = The Visibility Layer AI Forgot In 2025, we’ve got: ▸ Closed-weight LLMs fine-tuned on scraped public data ▸ Billions flowing into #AI with no supply chain visibility ▸ Contributors locked out of the value loop And still: ▸ 0% auditability of data inputs ▸ 0 royalties to data providers ▸ 0 protection against #AI theft ▸ Top 5 model owners = 84% of commercial deployments Openledger ��𝗦𝗜𝗔 𝗧𝗢𝗨𝗥 They’ve built a billion-dollar black box and called it innovation. The problem isn’t just closed #AI, but It’s also invisible AI. → You don’t know what shaped the model. → You don’t know who trained it. → You don’t know where the rewards go. And that’s exactly how Big Tech likes it. @OpenledgerHQ flips the whole thing. ▸ Proof-of-Attribution bakes in credit from day one ▸ Datanets let communities build and own public datasets ▸ ModelFactory brings no-code fine-tuning with traceability ▸ OpenLoRA slashes deployment cost by 99.99% Because if you can’t trace the source, you can’t trust the output. Openledger ��𝗦𝗜𝗔 𝗧𝗢𝗨𝗥 And i’mma remind you once again: → if you can’t reward the contributors, you’re not building an economy but you’re extracting one. @OpenledgerHQ makes this happen: ▸ #AI becomes clear. ▸ Value becomes visible. ▸ And the builders finally get paid. Because the next frontier of #AI is more transparency. And the chain is the only place that scales it.

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